Author

M. Ovsjanikov

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Preprint Jul 2026

The Computational Basis of Confidence in Large Language Models

A computational account of confidence in multimodal language models is provided, when answer logits behave as readouts of a latent decision variable is delineated, and statistical decision confidence is established as a unifying framework for studying confidence across biological and artificial intelligence.

D. Kumaran, Viorica Patraucean, M. Ovsjanikov et al. · 0 citations

Preprint Jul 2026

Gen4U: Unifying Video Generation and Understanding via Diffusion

Gen4U (Generation for Understanding), a framework that repurposes these generative representations with a single forward pass, is introduced, achieving strong perception performance while fully preserving the model's ability to generate high-quality video.

Michael King, Aravindh Mahendran, M. Grimes et al. · 0 citations